This was my scenario recently - and quitting was the best thing I ever did. They replaced me a few weeks later and the company is doing a-ok. I didn't burn bridges and am very close friends with the people that work there
Leave professionally, don't bad-mouth anyone, and go on with your life. Chances are you'll find a better job now you know what to look out for.